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A system dynamics-based decision support model for chemotherapy planning

机译:基于系统动力学的化疗规划决策支持模型

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摘要

This paper introduces a system dynamics model to address the effectiveness of chemotherapy treatment plan. This model includes all the treatment process variables which have been considered in the literature; moreover, we propose new variables such as the impairment caused by both the tumor growth and the adverse effect of chemotherapy doses, and the treatment efficacy which is the response achievable from applying a chemotherapy protocol. Compared to previous works, the results exhibit reasonable decreasing values for the number of cancerous cells and toxicity levels with time. By conducting a sensitivity analysis for the model parameters, the results show that the model is stable and robust for accommodating different values of the parameters. We apply the model on a real chemotherapy protocol for lymphoma, and the proposed model gives a good accommodation of that protocol. A what-if analysis is conducted to the approved chemotherapy protocol via the developed simulation model to check dose cancellation and delay. The results show that the model is sensitive to both dose cancellation and delay, and gives implications about their bad effect on the treatment efficacy.
机译:本文介绍了一种系统动力学模型,以解决化疗治疗计划的有效性。该模型包括在文献中考虑的所有治疗过程变量;此外,我们提出了新的变量,如肿瘤生长和化疗剂量的不良反应引起的损伤以及治疗疗效,这是应用化疗方案可实现的响应。与之前的作品相比,结果表现出癌细胞数量的合理下降值和随时间的毒性水平。通过对模型参数进行灵敏度分析,结果表明该模型是稳定且稳健的,以适应参数的不同值。我们在真正的淋巴瘤方案上应用模型,拟议的模型提供了该协议的良好住宿。 a如果通过开发的仿真模型对批准的化疗方案进行了什么,以检查剂量取消和延迟。结果表明,该模型对两种剂量取消和延迟敏感,并对其对治疗效率的不良影响产生影响。

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